{
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"
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:be591313-a120-4f3d-9bee-92b4fc5f73b7.png)\n",
    "\n",
    "![image.png](attachment:bcfed857-c800-4f6b-b273-60929794eef4.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import d2lzh as d2l\n",
    "from mxnet import gluon, init, nd\n",
    "from mxnet.gluon import nn\n",
    "\n",
    "def vgg_block(num_convs, num_channels):\n",
    "    blk = nn.Sequential()\n",
    "    for _ in range(num_convs):\n",
    "        blk.add(nn.Conv2D(num_channels, kernel_size=3,\n",
    "                         padding=1, activation='relu'))\n",
    "    blk.add(nn.MaxPool2D(pool_size=2, strides=2))\n",
    "    return blk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "conv_arch = ((1, 64),(1,128),(2,256),(2,512),(2,512))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "VGG-11实现\n",
    "'''\n",
    "def vgg(conv_arch):\n",
    "    net = nn.Sequential()\n",
    "    # 卷积层部分\n",
    "    for (num_convs, num_channels) in conv_arch:\n",
    "        net.add(vgg_block(num_convs, num_channels))\n",
    "    # 全连接层部分\n",
    "    net.add(nn.Dense(4096, activation='relu'), nn.Dropout(0.5),\n",
    "            nn.Dense(4096, activation='relu'), nn.Dropout(0.5),\n",
    "            nn.Dense(10))\n",
    "    return net\n",
    "\n",
    "net = vgg(conv_arch)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sequential1 output shape:\t (1, 64, 112, 112)\n",
      "sequential2 output shape:\t (1, 128, 56, 56)\n",
      "sequential3 output shape:\t (1, 256, 28, 28)\n",
      "sequential4 output shape:\t (1, 512, 14, 14)\n",
      "sequential5 output shape:\t (1, 512, 7, 7)\n",
      "dense0 output shape:\t (1, 4096)\n",
      "dropout0 output shape:\t (1, 4096)\n",
      "dense1 output shape:\t (1, 4096)\n",
      "dropout1 output shape:\t (1, 4096)\n",
      "dense2 output shape:\t (1, 10)\n"
     ]
    }
   ],
   "source": [
    "net.initialize()\n",
    "X = nd.random.uniform(shape=(1,1,224,224))\n",
    "\n",
    "for blk in net:\n",
    "    X = blk(X)\n",
    "    print(blk.name, 'output shape:\\t', X.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "训练模型\n",
    "'''\n",
    "ratio = 4\n",
    "small_conv_arch = [(pair[0], pair[1] // ratio) for pair in conv_arch]\n",
    "net = vgg(small_conv_arch)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "training on cpu(0)\n",
      "epoch 1, loss 0.9128, train acc 0.672, test acc 0.854, time 1033.0 sec\n",
      "epoch 2, loss 0.4033, train acc 0.853, test acc 0.889, time 1040.9 sec\n"
     ]
    }
   ],
   "source": [
    "lr, num_epochs, batch_size, ctx = 0.05, 3, 128, d2l.try_gpu()\n",
    "net.initialize(ctx=ctx, init=init.Xavier())\n",
    "trainer = gluon.Trainer(net.collect_params(), 'sgd', {'learning_rate': lr})\n",
    "train_iter, test_iter = d2l.load_data_fashion_mnist(batch_size, resize=224)\n",
    "d2l.train_ch5(net, train_iter, test_iter, batch_size, trainer, ctx, num_epochs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
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